Published December 2, 2024 | Version 2.0
Dataset Open

Federation of Vehicular Data in Smart Villages with Socioeconomic Information

Description

We present a dataset tailored for monitoring vehicle activity in a rural environment, specifically the Barranco de Poqueira region, covering the municipalities of Pampaneira, Bubión, and Capileira within the Sierra Nevada National Park, Granada, Spain. The dataset is generated by four Hikvision License Plate Recognition (LPR) cameras, capturing vehicle entries and exits in each village. To enrich the dataset, we include additional contextual details such as vacation calendars, vehicle origins, and socio-demographic information. Spanning from February 2022 to August 2023, the dataset is organized into three files: one with raw data directly from the cameras, another aggregated at the visit level with contextual information, and a third aggregated by vehicles with context details. With potential applications in mobility studies, urban planning, tourism, and socio-demographic analysis, the dataset is structured into three distinct files, encompassing a total of 43 different variables.

The RAW_SMART_POQUEIRA.csv file contains information about 4 variables: num_plate_ID, camera_ID, date, and direction.

The file VEHICLES_SMART_POQUEIRA.csv contains information about 33 variables: num_plate_ID, visit_time, distance, num_holiday, num_workday, num_high_season, num_low_season, entry_in_high_season, entry_in_holiday, nights, visits_dif_weeks, visits_dif_months, total_entries, avg_visit, std_visit, avg_nights, std_nights, avg_holiday, std_holiday, avg_workday, std_workday, avg_high_season, std_high_season, avg_low_season, std_low_season, route, country, km_to_dest, population, avg_gross_income, avg_disposable_income, autonomous_community, and province.

The file VISITS_SMART_POQUEIRA.csv contains information about 26 variables: num_plate_ID, entry_cam, entry_date, entry_time, exit_cam, exit_date, exit_time, visit_time, route, distance, num_holiday, num_workday, num_high_season, num_low_season, nights, visits_dif_weeks, visits_dif_months, entry_in_holiday, entry_in_high_season, country, km_to_dest, population, avg_gross_income, avg_disposable_income, autonomous_community,  and province.

Other (English)

This publication is part of the project "Thematic Center on Mountain Ecosystem & Remote sensing, Deep learning-AI e-Services University of Granada-Sierra Nevada'' (LifeWatch-2019-10-UGR-01), which has been co-funded by the Ministry of Science and Innovation through the FEDER funds from the Spanish Pluriregional Operational Program 2014-2020 (POPE), LifeWatch-ERIC action line. The project has also been co-financed by the Provincial Council of Granada.

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RAW_SMART_POQUEIRA.csv

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Additional details

Related works

Is documented by
Data paper: 10.1016/j.dib.2024.110084 (DOI)
Is part of
Other: https://wpd.ugr.es/~smartpoqueira/en/ (URL)
References
Publication: 10.1016/j.inffus.2023.102164 (DOI)
Book chapter: 10.1007/978-3-031-21333-5_77 (DOI)

Funding

European Commission
LIFEWATCH - Life Watch 211372

Dates

Collected
2022-02-02 / 2023-08-31
Pampaneira, Bubión and Capileira. Alpujarra Region, Granada, Spain.

References

  • Bolaños-Martinez, D., Bermudez-Edo, M., & Garrido, J. L. (2024). Clustering pipeline for vehicle behavior in smart villages. Information Fusion, 104, 102164.
  • Bolaños-Martinez, D., Bermudez-Edo, M., Garrido, J.L. (2023). Clustering Study of Vehicle Behaviors Using License Plate Recognition. In: Bravo, J., Ochoa, S., Favela, J. (eds) Proceedings of the International Conference on Ubiquitous Computing & Ambient Intelligence (UCAmI 2022). UCAmI 2022. Lecture Notes in Networks and Systems, vol 594. Springer, Cham. https://doi.org/10.1007/978-3-031-21333-5_77